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Siddarth Jain

2 papers indexed

arxivcs.ROcs.CV2026-07-09

SplatCtrl: Perception-Action Coupling via Gaussian Scene Representations and Reactive Robot Control

Siddarth Jain, Ho Jin Choi

Robotic manipulators excel in structured environments but face substantial challenges in unstructured and dynamic settings. This paper presents SplatCtrl, a unified framework for real-time scene reconstruction and reactive robot motion generation to enable collision-free robotic…

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arxivcs.ROcs.AI2026-07-01

FurnitureVLA: Learning Long-Horizon Bimanual Furniture Assembly with Vision-Language-Action Model

Chenyang Ma, Yue Yang, Radu Corcodel, Siddarth Jain, Andrew Wu, Chiori Hori, et al.

Current work on robot furniture assembly mostly focuses on toy-scale settings or single-arm manipulation. We introduce FurnitureVLA, the first systematic study of real-scale bimanual furniture assembly using Vision-Language-Action models (VLAs). We formalize the task, develop a s…

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